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Polynomial regression interval-valued fuzzy systems

delete2007-05-23
delete7
PRE
AI
Y
Yu Qiu *
H
Hong Yang
张燕青 封面图
张燕青 (Yanqing Zhang)
Y
Yichuan Zhao
DOI:10.1007/s00500-007-0189-4delete
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摘要

摘要

En 中文
In recent years, the type-2 fuzzy sets theory has been used to model and minimize the effects of uncertainties in rule-base fuzzy logic system (FLS). In order to make the type-2 FLS reasonable and reliable, a new simple and novel statistical method to decide interval-valued fuzzy membership functions and probability type reduce reasoning method for the interval-valued FLS are developed. We have implemented the proposed non-linear (polynomial regression) statistical interval-valued type-2 FLS to perform smart washing machine control. The results show that our quadratic statistical method is more robust to design a reliable type-2 FLS and also can be extend to polynomial model.
Keyword:
interval-valued fuzzy logic
type-2 fuzzy logic
statistical interval-valued fuzzy reasoning
fuzzy control
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期刊

Soft Computing 封面图
Soft Computing
IF:
2.5
论文数:
1.0W
被引数:
2.1W

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